{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "21d4d278",
   "metadata": {},
   "source": [
    "-----\n",
    "* data:week09\n",
    "* course:数据分析\n",
    "* Author:chaichai"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ac1c81c4",
   "metadata": {},
   "source": [
    "# 1.数据获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "cf257435",
   "metadata": {},
   "outputs": [],
   "source": [
    "url='https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "12a758d7",
   "metadata": {},
   "source": [
    "* 请求方法：POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5338c90a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests,json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "1e761803",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\n",
    "    \"data\":{\n",
    "        \"mainSearchPcConditionForm\":{\"city\":\"050020\",\n",
    "                                     \"dq\":\"050020\",\"pubTime\":\"\",\n",
    "                                     \"currentPage\":\"0\",\n",
    "                                     \"pageSize\":40,\"key\":\"产品经理\",\n",
    "                                     \"suggestTag\":\"\",\n",
    "                                     \"workYearCode\":\"1\",\"compId\":\"\",\n",
    "                                     \"compName\":\"\",\n",
    "                                     \"compTag\":\"\",\n",
    "                                     \"industry\":\"\",\n",
    "                                     \"salary\":\"\",\n",
    "                                     \"jobKind\":\"\",\n",
    "                                     \"compScale\":\"\",\n",
    "                                     \"compKind\":\"\",\n",
    "                                     \"compStage\":\"\",\n",
    "                                     \"eduLevel\":\"\"},\n",
    "        \"passThroughForm\":{\n",
    "            \"scene\":\"condition\",\n",
    "            \"skId\":\"wybibtz1aiszbjmi04npybw27lwjrig9\",\n",
    "            \"fkId\":\"m03ez63rqh9w85l7wp95u0ebsf5vdx38\",\n",
    "            \"ckId\":\"3b29iuddljqf59cydxyrva195gws0t99\",\n",
    "            \"suggest\":None\n",
    "}\n",
    "    }\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "21876104",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "   'User-Agent':\"Mozilla/5.0 (Windows NT 10.0; WOW64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/94.0.4606.71 Safari/537.36 Core/1.94.196.400 QQBrowser/11.7.5286.400\"\n",
    " }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "7a8a8f7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb6b948b",
   "metadata": {},
   "source": [
    "* json.dumps 把python当中的字典转换成json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "7d51d5f0",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(url,data=json.dumps(payload),headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "34153606",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/111.0.0.0 Safari/537.36', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': 'application/json, text/plain, */*', 'Connection': 'keep-alive', 'Accept-Language': 'zh-CN,zh;q=0.9', 'Cache-Control': 'no-cache', 'Content-Length': '548', 'Content-Type': 'application/json;charset=UTF-8;', 'Cookie': '__gc_id=0baa2ddaa7774d8fba2b9c2c3d8ba166; __uuid=1670205465393.76; XSRF-TOKEN=jFbKBscGQu-Qqzq9Ues4pQ; _ga=GA1.1.918067290.1681902564; __tlog=1681902565833.98%7C00000000%7C00000000%7C00000000%7C00000000; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1681902572; __session_seq=21; __uv_seq=21; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1681904656; _ga_54YTJKWN86=GS1.1.1681906862.2.0.1681906862.0.0.0', 'Host': 'apic.liepin.com', 'Origin': 'https://www.liepin.com', 'Pragma': 'no-cache', 'Referer': 'https://www.liepin.com/', 'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"', 'sec-ch-ua-mobile': '?0', 'sec-ch-ua-platform': '\"macOS\"', 'Sec-Fetch-Dest': 'empty', 'Sec-Fetch-Mode': 'cors', 'Sec-Fetch-Site': 'same-site', 'X-Client-Type': 'web', 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}', 'X-Fscp-Fe-Version': '', 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}', 'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f', 'X-Fscp-Version': '1.1', 'X-Requested-With': 'XMLHttpRequest', 'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'}"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "f914d08c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "feef2c66",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['to C', '电子商务', '消费品'],\n",
       "      'refreshTime': '20230421184419',\n",
       "      'title': 'eWMS产品经理',\n",
       "      'salary': '20-40k·14薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobId': '57001973',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1957001973.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 873330,\n",
       "      'compLogo': '54d1e9c6712e7147fd813b3801a.png',\n",
       "      'compName': '广州宝洁有限公司',\n",
       "      'link': 'https://www.liepin.com/company/873330/',\n",
       "      'compIndustry': '日化',\n",
       "      'compScale': '10000人以上'},\n",
       "     'recruiter': {'recruiterName': '冯先生',\n",
       "      'recruiterTitle': 'Recruiter',\n",
       "      'imId': 'fadfc2ceb1f0029d4ad85438c465a917',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'f7de5de3cbf7fd89b9bfda7f445931e2',\n",
       "      'recruiterPhoto': '63a9534728c57209b0f4aa0505u.png'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2257001973%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"imId\":\"fadfc2ceb1f0029d4ad85438c465a917\",\"imUserType\":\"2\",\"userId\":\"f7de5de3cbf7fd89b9bfda7f445931e2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"63a9534728c57209b0f4aa0505u.png\"}'},\n",
       "    {'job': {'labels': ['数据产品',\n",
       "       '食品饮料',\n",
       "       '消费品',\n",
       "       '竞品分析',\n",
       "       '需求调研',\n",
       "       '市场调研',\n",
       "       '产品规划',\n",
       "       '用户研究',\n",
       "       '团队管理'],\n",
       "      'refreshTime': '20230331105047',\n",
       "      'title': '产品经理（高级产品经理&资深产品经理）',\n",
       "      'salary': '9-20k',\n",
       "      'dq': '广州-南沙区',\n",
       "      'jobId': '57448565',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1957448565.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '大专',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 13103111,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '广州奥昆食品有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13103111/',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'compScale': '1000-2000人'},\n",
       "     'recruiter': {'recruiterName': '巢女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'imId': '6ab9ed693b6c1c9ef72c2cb241b5d2db',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '5f7637977411b86467332ec93bce4deb',\n",
       "      'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2257448565%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"imId\":\"6ab9ed693b6c1c9ef72c2cb241b5d2db\",\"imUserType\":\"2\",\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9866dfb13a7dee342f1808u.jpg\"}'},\n",
       "    {'job': {'labels': ['to B'],\n",
       "      'refreshTime': '20221215110632',\n",
       "      'title': '（储备）产品经理',\n",
       "      'salary': '13-16k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobId': '55079225',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955079225.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 8635284,\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '63b4d9f0a0380858a9711da306u.png',\n",
       "      'compName': '嘉为科技',\n",
       "      'link': 'https://www.liepin.com/company/8635284/',\n",
       "      'compIndustry': 'IT服务',\n",
       "      'compScale': '500-999人'},\n",
       "     'recruiter': {'recruiterName': '黎先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'imId': 'c819e8883726ef7e8f669bb17ec3d8eb',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '5101bdeab7487e5c1d0a1fdec36fba93',\n",
       "      'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2255079225%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"imId\":\"c819e8883726ef7e8f669bb17ec3d8eb\",\"imUserType\":\"2\",\"userId\":\"5101bdeab7487e5c1d0a1fdec36fba93\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}'},\n",
       "    {'job': {'labels': ['to B'],\n",
       "      'refreshTime': '20230104143051',\n",
       "      'title': '（储备）产品经理--20-22届本科',\n",
       "      'salary': '10-14k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobId': '55322015',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955322015.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 8635284,\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '63b4d9f0a0380858a9711da306u.png',\n",
       "      'compName': '嘉为科技',\n",
       "      'link': 'https://www.liepin.com/company/8635284/',\n",
       "      'compIndustry': 'IT服务',\n",
       "      'compScale': '500-999人'},\n",
       "     'recruiter': {'recruiterName': '黎先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'imId': 'c819e8883726ef7e8f669bb17ec3d8eb',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '5101bdeab7487e5c1d0a1fdec36fba93',\n",
       "      'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2255322015%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"黎先生\",\"jobId\":\"55322015\",\"imId\":\"c819e8883726ef7e8f669bb17ec3d8eb\",\"imUserType\":\"2\",\"userId\":\"5101bdeab7487e5c1d0a1fdec36fba93\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}'},\n",
       "    {'job': {'labels': ['证券类'],\n",
       "      'refreshTime': '20230410203802',\n",
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       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1957678719.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 13501215,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '6244a928327ecf47c9370ace01u.jpg',\n",
       "      'compName': '广发证券股份有限公司广州环市东路证券营业部',\n",
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       "    {'job': {'labels': ['电子商务',\n",
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       "       '小程序产品',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
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       "       '交互设计',\n",
       "       '产品规划',\n",
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       "      'jobId': '57723309',\n",
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       "      'compIndustry': '互联网',\n",
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       "    {'job': {'labels': ['金融产品'],\n",
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       "      'requireEduLevel': '统招本科',\n",
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       "    {'job': {'labels': ['支付产品', '支付行业', '产品设计', '产品规划', '用户研究'],\n",
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       "     'comp': {'compId': 12691289,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '嘉联支付有限公司广州分公司',\n",
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       "      'compIndustry': '科技金融',\n",
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       "    {'job': {'labels': [],\n",
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       "      'compName': '合创汽车',\n",
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       "    {'job': {'labels': ['BD，业务，采购，', '酒店/旅行社合作'],\n",
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       "    {'job': {'labels': [],\n",
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       "     'comp': {'compId': 9838667,\n",
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       "     'dataParams': '{\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"imId\":\"f07475d7118ceba61b4fb320fc878e26\",\"imUserType\":\"2\",\"userId\":\"e2c8dc64bf6351839e99cda7b2bf580a\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}'},\n",
       "    {'job': {'labels': ['证券类'],\n",
       "      'refreshTime': '20230413144105',\n",
       "      'title': '金融产品经理',\n",
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       "      'dq': '广州-越秀区',\n",
       "      'jobId': '57774837',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1957774837.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 1421537,\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfea33774719d2aa34c7eb903a.png',\n",
       "      'compName': '广发证券',\n",
       "      'link': 'https://www.liepin.com/company/1421537/',\n",
       "      'compIndustry': '基金/证券/期货',\n",
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       "     'recruiter': {'recruiterName': '赵先生',\n",
       "      'recruiterTitle': '主管',\n",
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       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2257774837%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"赵先生\",\"jobId\":\"57774837\",\"imId\":\"1e5498df4dce42a25d79fdba0a3967fa\",\"imUserType\":\"2\",\"userId\":\"2d0de3bc235cbab3fc2fe9bd357df766\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'job': {'labels': ['金融产品'],\n",
       "      'refreshTime': '20230425172834',\n",
       "      'title': '金融产品经理（荔湾）',\n",
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       "      'dq': '广州',\n",
       "      'jobId': '39692293',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1939692293.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
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       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 9874217,\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '60ab7b474005a2070875f99702u.png',\n",
       "      'compName': '广发证券股份有限公司广州分公司',\n",
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       "      'compIndustry': '基金/证券/期货',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'recruiter': {'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'imId': 'a1326b4aa031c190160bef405ccde8ba',\n",
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       "     'dataParams': '{\"recruiterName\":\"李女士\",\"jobId\":\"39692293\",\"imId\":\"a1326b4aa031c190160bef405ccde8ba\",\"imUserType\":\"2\",\"userId\":\"9d9295f7a1f638c6236e426b5716e306\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['AI人工智能产品',\n",
       "       '增长产品',\n",
       "       '电子/半导体/集成电路',\n",
       "       '人工智能',\n",
       "       '科研/技术服务',\n",
       "       '制造业',\n",
       "       '竞品分析',\n",
       "       '需求调研',\n",
       "       '需求分析',\n",
       "       '产品规划'],\n",
       "      'refreshTime': '20230424094700',\n",
       "      'title': '工业软件类产品经理',\n",
       "      'salary': '20-30k·15薪',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'jobId': '56178225',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1956178225.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
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       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 13271473,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '琶洲实验室(黄埔)',\n",
       "      'link': 'https://www.liepin.com/company/13271473/',\n",
       "      'compIndustry': '政府/公共事业',\n",
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       "    {'job': {'labels': [],\n",
       "      'refreshTime': '20230425100206',\n",
       "      'title': '汽车金融产品经理',\n",
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       "      'dq': '广州-天河区',\n",
       "      'jobId': '57403607',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1957403607.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 8908817,\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '6196092ccebef22fcca2f36f01u.png',\n",
       "      'compName': '小鹏汽车',\n",
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       "      'compIndustry': '整车制造',\n",
       "      'compScale': '10000人以上'},\n",
       "     'recruiter': {'recruiterName': '辛女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
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       "    {'job': {'labels': ['有药品推广经验'],\n",
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       "      'title': '学术专员，产品经理',\n",
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       "      'dq': '广州',\n",
       "      'jobId': '35501707',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1935501707.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 8586248,\n",
       "      'compStage': '战略投资',\n",
       "      'compLogo': '5bfe92c074719d9f609a7b5803a.png',\n",
       "      'compName': '上药国风',\n",
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       "      'compIndustry': '制药',\n",
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       "     'recruiter': {'recruiterName': '冯先生',\n",
       "      'recruiterTitle': '南方分公司总经理',\n",
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       "    {'job': {'labels': [],\n",
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       "      'title': '基金产品经理',\n",
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       "      'jobId': '55865853',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
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       "      'requireWorkYears': '经验不限',\n",
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       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 12322507,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '三和创赢资产管理(深圳)有限公司',\n",
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       "      'compIndustry': '基金/证券/期货',\n",
       "      'compScale': '1-49人'},\n",
       "     'recruiter': {'recruiterName': '范先生',\n",
       "      'recruiterTitle': '人力资源总监',\n",
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       "      'chatted': False,\n",
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       "    {'job': {'labels': ['产品研发', '售后精品', '汽车周边', '产品管理'],\n",
       "      'refreshTime': '20230312214411',\n",
       "      'title': '综合产品经理',\n",
       "      'salary': '20-24k·15薪',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobId': '56880719',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1956880719.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
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       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 13304915,\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '634e43cd5f9dbd49324c45d307u.png',\n",
       "      'compName': '超境汽车',\n",
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       "      'compIndustry': '整车制造',\n",
       "      'compScale': '100-499人'},\n",
       "     'recruiter': {'recruiterName': '齐先生',\n",
       "      'recruiterTitle': '产品部负责人',\n",
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       "    {'job': {'labels': [],\n",
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       "      'jobId': '55865791',\n",
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       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955865791.shtml',\n",
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       "      'requireEduLevel': '本科',\n",
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       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 12322507,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '三和创赢资产管理(深圳)有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12322507/',\n",
       "      'compIndustry': '基金/证券/期货',\n",
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       "     'recruiter': {'recruiterName': '范先生',\n",
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       "    {'job': {'labels': ['政务类', '用户研究', '需求分析', '产品规划', '市场调研', '产品设计'],\n",
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       "    {'job': {'labels': ['内容产品', '产品设计'],\n",
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       "      'compName': '江苏新日电动车有限公司网站',\n",
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       "    {'job': {'labels': ['酒店行业', '烟草酒水', '住宿/餐饮业', '旅游行业'],\n",
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       "    {'job': {'labels': ['直播', '数据分析'],\n",
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       "     'recruiter': {'recruiterName': '庞先生',\n",
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       "    {'job': {'labels': [],\n",
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       "    {'job': {'labels': ['市场调研'],\n",
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       "    {'job': {'labels': ['韩语'],\n",
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       "      'compName': '广州喜玩国际旅行社有限公司',\n",
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       "    {'job': {'labels': ['SaaS产品', '产品规划', '产品优化', 'to B'],\n",
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       "    {'job': {'labels': ['电销经理'],\n",
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       "    {'job': {'labels': [],\n",
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       "      'compLogo': '5df710cecd52473b9406564e04u.png',\n",
       "      'compName': '重庆新赛亚生物科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/9630390/',\n",
       "      'compIndustry': '医疗器械',\n",
       "      'compScale': '100-499人'},\n",
       "     'recruiter': {'recruiterName': '娄先生',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'imId': '2ffa8fb08c70eb0af7021d47b9950d0b',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '76fd9923d36f29acbba676ac01c0312a',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2253500989%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"娄先生\",\"jobId\":\"53500989\",\"imId\":\"2ffa8fb08c70eb0af7021d47b9950d0b\",\"imUserType\":\"2\",\"userId\":\"76fd9923d36f29acbba676ac01c0312a\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}'},\n",
       "    {'job': {'labels': ['金融产品'],\n",
       "      'refreshTime': '20230424151206',\n",
       "      'title': '金融产品经理',\n",
       "      'salary': '5-8k',\n",
       "      'dq': '广州-番禺区',\n",
       "      'jobId': '39590177',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1939590177.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 9874217,\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '60ab7b474005a2070875f99702u.png',\n",
       "      'compName': '广发证券股份有限公司广州分公司',\n",
       "      'link': 'https://www.liepin.com/company/9874217/',\n",
       "      'compIndustry': '基金/证券/期货',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'recruiter': {'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'imId': '3b6165853891b4ee4383db9bf147ecbd',\n",
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       "      'chatted': False,\n",
       "      'recruiterId': 'dcd1dddf83030297f7380afd6294198b',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2239590177%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"李女士\",\"jobId\":\"39590177\",\"imId\":\"3b6165853891b4ee4383db9bf147ecbd\",\"imUserType\":\"2\",\"userId\":\"dcd1dddf83030297f7380afd6294198b\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['高通量测序', '质谱', '组学'],\n",
       "      'refreshTime': '20221203095331',\n",
       "      'title': '产品经理',\n",
       "      'salary': '12-22k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobId': '48569067',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1948569067.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 8620614,\n",
       "      'compStage': 'B轮',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '深圳承启生物科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/8620614/',\n",
       "      'compIndustry': '生物技术',\n",
       "      'compScale': '1-49人'},\n",
       "     'recruiter': {'recruiterName': '马女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'imId': '6067d2c624a88faaf0e943e3aa9ed4a9',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'b6316bedce83f31ea70e655910d89215',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2248569067%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"马女士\",\"jobId\":\"48569067\",\"imId\":\"6067d2c624a88faaf0e943e3aa9ed4a9\",\"imUserType\":\"2\",\"userId\":\"b6316bedce83f31ea70e655910d89215\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}'},\n",
       "    {'job': {'labels': ['电商', '产品', '供应链'],\n",
       "      'refreshTime': '20220824103340',\n",
       "      'title': '国际化电商-供应链产品经理',\n",
       "      'salary': '30-45k·15薪',\n",
       "      'dq': '广州-海珠区',\n",
       "      'jobId': '51518577',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1951518577.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 7863078,\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5d887b5528021708fa52b44403u.jpg',\n",
       "      'compName': '字节跳动',\n",
       "      'link': 'https://www.liepin.com/company/7863078/',\n",
       "      'compIndustry': '互联网',\n",
       "      'compScale': '10000人以上'},\n",
       "     'recruiter': {'recruiterName': '黄女士',\n",
       "      'recruiterTitle': '招聘经理/主管',\n",
       "      'imId': '3243574f293a8d900e33f8ac54fbf39e',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '5b9ab7c2faadaf65ab11eb16ab3fb853',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2251518577%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"黄女士\",\"jobId\":\"51518577\",\"imId\":\"3243574f293a8d900e33f8ac54fbf39e\",\"imUserType\":\"2\",\"userId\":\"5b9ab7c2faadaf65ab11eb16ab3fb853\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'},\n",
       "    {'job': {'labels': ['定价/竞价产品',\n",
       "       '海外产品',\n",
       "       '策略产品',\n",
       "       '化妆品',\n",
       "       '市场调研',\n",
       "       '产品规划',\n",
       "       '用户研究',\n",
       "       '数据分析',\n",
       "       '竞品分析'],\n",
       "      'refreshTime': '20230209190007',\n",
       "      'title': '产品经理',\n",
       "      'salary': '15-30k·14薪',\n",
       "      'dq': '广州-白云区',\n",
       "      'jobId': '55980327',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955980327.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '大专',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 13413369,\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '广州娇肤兰科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13413369/',\n",
       "      'compIndustry': '电子商务',\n",
       "      'compScale': '50-99人'},\n",
       "     'recruiter': {'recruiterName': '胡先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "     'dataParams': '{\"recruiterName\":\"胡先生\",\"jobId\":\"55980327\",\"imId\":\"8293df70a31e423293e1abff31d45a23\",\"imUserType\":\"2\",\"userId\":\"724911bf520dc40d8f99608c7d1ee0af\",\"jobKind\":\"2\",\"recruiterPhoto\":\"63e98cf04b15ad2cab01b29804u.png\"}'},\n",
       "    {'job': {'labels': ['国企', '13薪', '年终奖'],\n",
       "      'refreshTime': '20230209181306',\n",
       "      'title': '产品经理',\n",
       "      'salary': '9-14k·13薪',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobId': '55978801',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1955978801.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 12447389,\n",
       "      'compLogo': '61c1924e642c8c0bf718876205u.png',\n",
       "      'compName': '广金征信',\n",
       "      'link': 'https://www.liepin.com/company/12447389/',\n",
       "      'compIndustry': '专业技术服务',\n",
       "      'compScale': '50-99人'},\n",
       "     'recruiter': {'recruiterName': '胡先生',\n",
       "      'recruiterTitle': '产品创新部副总经理（主持工作）',\n",
       "      'imId': 'cfb884197789c25a966d2c65245014c5',\n",
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       "      'recruiterId': 'd011cf1ea9220037dae4678703cb61f9',\n",
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       "     'dataParams': '{\"recruiterName\":\"胡先生\",\"jobId\":\"55978801\",\"imId\":\"cfb884197789c25a966d2c65245014c5\",\"imUserType\":\"2\",\"userId\":\"d011cf1ea9220037dae4678703cb61f9\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'refreshTime': '20220516121015',\n",
       "      'title': '产品经理',\n",
       "      'salary': '7-10k·13薪',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'jobId': '43530969',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1943530969.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 8080810,\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5ec39993f2540204574caa5008u.jpg',\n",
       "      'compName': '汤臣倍健',\n",
       "      'link': 'https://www.liepin.com/company/8080810/',\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'recruiter': {'recruiterName': '田先生',\n",
       "      'recruiterTitle': '人力资源招聘HRBP绩效经理',\n",
       "      'imId': '3d916811f6aedd61ef38cb0ce6f46cd7',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '5553774e1dfc4bd94e578f26109225be',\n",
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       "     'dataParams': '{\"recruiterName\":\"田先生\",\"jobId\":\"43530969\",\"imId\":\"3d916811f6aedd61ef38cb0ce6f46cd7\",\"imUserType\":\"2\",\"userId\":\"5553774e1dfc4bd94e578f26109225be\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'refreshTime': '20221008103218',\n",
       "      'title': '区域产品经理（mNGS）-西安/广州/上海',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '广州-越秀区',\n",
       "      'jobId': '48163899',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1948163899.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '硕士',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 10157239,\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '5f5efd659d37de58797398ed01u.png',\n",
       "      'compName': '予果生物',\n",
       "      'link': 'https://www.liepin.com/company/10157239/',\n",
       "      'compIndustry': '生物技术',\n",
       "      'compScale': '100-499人'},\n",
       "     'recruiter': {'recruiterName': '王女士',\n",
       "      'recruiterTitle': '人力资源伙伴(HRBP)',\n",
       "      'imId': '1fb3e61f8926f499f4067025f1d6ce6f',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '6a7083e1f3e2922d3b5fb2b9a2385c0d',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2248163899%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"王女士\",\"jobId\":\"48163899\",\"imId\":\"1fb3e61f8926f499f4067025f1d6ce6f\",\"imUserType\":\"2\",\"userId\":\"6a7083e1f3e2922d3b5fb2b9a2385c0d\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}'},\n",
       "    {'job': {'labels': ['金融产品'],\n",
       "      'refreshTime': '20230420101840',\n",
       "      'title': '金融产品经理',\n",
       "      'salary': '5-10k',\n",
       "      'dq': '广州-天河区',\n",
       "      'jobId': '53924103',\n",
       "      'topJob': False,\n",
       "      'jobKind': '2',\n",
       "      'link': 'https://www.liepin.com/job/1953924103.shtml',\n",
       "      'requireWorkYears': '经验不限',\n",
       "      'requireEduLevel': '统招本科',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=wybibtz1aiszbjmi04npybw27lwjrig9&fkId=3b29iuddljqf59cydxyrva195gws0t99&ckId=3b29iuddljqf59cydxyrva195gws0t99&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'advViewFlag': False},\n",
       "     'comp': {'compId': 9874217,\n",
       "      'compStage': '港股上市',\n",
       "      'compLogo': '60ab7b474005a2070875f99702u.png',\n",
       "      'compName': '广发证券股份有限公司广州分公司',\n",
       "      'link': 'https://www.liepin.com/company/9874217/',\n",
       "      'compIndustry': '基金/证券/期货',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'recruiter': {'recruiterName': '李女士',\n",
       "      'recruiterTitle': '',\n",
       "      'imId': '02e35f2a08b9fc5c3fdfd48a60fa880f',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '669e5f90772d8c1feb368512b0f92d2f',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'dataInfo': '%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lwjrig9%22%2C%22fkId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22ckId%22%3A%223b29iuddljqf59cydxyrva195gws0t99%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2253924103%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"recruiterName\":\"李女士\",\"jobId\":\"53924103\",\"imId\":\"02e35f2a08b9fc5c3fdfd48a60fa880f\",\"imUserType\":\"2\",\"userId\":\"669e5f90772d8c1feb368512b0f92d2f\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}'}],\n",
       "   'compList': []},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'totalCounts': 432,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'skId': 'wybibtz1aiszbjmi04npybw27lwjrig9',\n",
       "   'fkId': '3b29iuddljqf59cydxyrva195gws0t99',\n",
       "   'ckId': '3b29iuddljqf59cydxyrva195gws0t99',\n",
       "   'scene': 'condition',\n",
       "   'sfrom': 'search_job_pc'}}}"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_liepin = r.json()\n",
    "data_liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "36c93dd7",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "91db717b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>flag</th>\n",
       "      <th>data.data.jobCardList</th>\n",
       "      <th>data.data.compList</th>\n",
       "      <th>data.pagination.currentPage</th>\n",
       "      <th>data.pagination.totalPage</th>\n",
       "      <th>data.pagination.pageSize</th>\n",
       "      <th>data.pagination.totalCounts</th>\n",
       "      <th>data.pagination.hasNext</th>\n",
       "      <th>data.passThroughData.skId</th>\n",
       "      <th>data.passThroughData.fkId</th>\n",
       "      <th>data.passThroughData.ckId</th>\n",
       "      <th>data.passThroughData.scene</th>\n",
       "      <th>data.passThroughData.sfrom</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>[{'job': {'labels': ['to C', '电子商务', '消费品'], '...</td>\n",
       "      <td>[]</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
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       "      <td>432</td>\n",
       "      <td>False</td>\n",
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       "      <td>3b29iuddljqf59cydxyrva195gws0t99</td>\n",
       "      <td>condition</td>\n",
       "      <td>search_job_pc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   flag                              data.data.jobCardList data.data.compList  \\\n",
       "0     1  [{'job': {'labels': ['to C', '电子商务', '消费品'], '...                 []   \n",
       "\n",
       "   data.pagination.currentPage  data.pagination.totalPage  \\\n",
       "0                            0                         10   \n",
       "\n",
       "   data.pagination.pageSize  data.pagination.totalCounts  \\\n",
       "0                        40                          432   \n",
       "\n",
       "   data.pagination.hasNext         data.passThroughData.skId  \\\n",
       "0                    False  wybibtz1aiszbjmi04npybw27lwjrig9   \n",
       "\n",
       "          data.passThroughData.fkId         data.passThroughData.ckId  \\\n",
       "0  3b29iuddljqf59cydxyrva195gws0t99  3b29iuddljqf59cydxyrva195gws0t99   \n",
       "\n",
       "  data.passThroughData.scene data.passThroughData.sfrom  \n",
       "0                  condition              search_job_pc  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a0561446",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"imI...</td>\n",
       "      <td>[to C, 电子商务, 消费品]</td>\n",
       "      <td>20230421184419</td>\n",
       "      <td>eWMS产品经理</td>\n",
       "      <td>20-40k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57001973</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>日化</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>Recruiter</td>\n",
       "      <td>fadfc2ceb1f0029d4ad85438c465a917</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>f7de5de3cbf7fd89b9bfda7f445931e2</td>\n",
       "      <td>63a9534728c57209b0f4aa0505u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"imI...</td>\n",
       "      <td>[数据产品, 食品饮料, 消费品, 竞品分析, 需求调研, 市场调研, 产品规划, 用户研究...</td>\n",
       "      <td>20230331105047</td>\n",
       "      <td>产品经理（高级产品经理&amp;资深产品经理）</td>\n",
       "      <td>9-20k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>57448565</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>巢女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>6ab9ed693b6c1c9ef72c2cb241b5d2db</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5f7637977411b86467332ec93bce4deb</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"imI...</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>20221215110632</td>\n",
       "      <td>（储备）产品经理</td>\n",
       "      <td>13-16k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55079225</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5101bdeab7487e5c1d0a1fdec36fba93</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"黎先生\",\"jobId\":\"55322015\",\"imI...</td>\n",
       "      <td>[to B]</td>\n",
       "      <td>20230104143051</td>\n",
       "      <td>（储备）产品经理--20-22届本科</td>\n",
       "      <td>10-14k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55322015</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>c819e8883726ef7e8f669bb17ec3d8eb</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5101bdeab7487e5c1d0a1fdec36fba93</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"57678719\",\"imI...</td>\n",
       "      <td>[证券类]</td>\n",
       "      <td>20230410203802</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57678719</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>张女士</td>\n",
       "      <td>营销后勤</td>\n",
       "      <td>5db5e3b62255ab0ad13849bb1c3ef75a</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>221a63b5ccc754dccedc73674aa09304</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"潘女士\",\"jobId\":\"57723309\",\"imI...</td>\n",
       "      <td>[电子商务, Axure, 小程序产品, 需求分析, 用户研究, Xmind, 交互设计, ...</td>\n",
       "      <td>20230426100113</td>\n",
       "      <td>产品经理（凡科商城SaaS）</td>\n",
       "      <td>8-11k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>57723309</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>潘女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>d5b785128e48827bf0e943e3aa9ed4a9</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>00a147b384567427fd08789b64b2ab78</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>新三板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"imI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>20210527172606</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>39588227</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>纪女士</td>\n",
       "      <td></td>\n",
       "      <td>dfd87038bcffad82351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>7ca01ec408ef1d30ae8e48b4e676e58b</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"imI...</td>\n",
       "      <td>[支付产品, 支付行业, 产品设计, 产品规划, 用户研究]</td>\n",
       "      <td>20210415123107</td>\n",
       "      <td>储备干部—产品经理</td>\n",
       "      <td>2-3k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>38193153</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>d0ae3dde372a86174383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>913622d8dc81eb0e78ae6c25a4ad1833</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20211116112740</td>\n",
       "      <td>车产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>40364923</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>覃女士</td>\n",
       "      <td>信息化总监</td>\n",
       "      <td>a52981d937e43ae4351ff05530f680dd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>4c1479d6012e7b86caa970d322aac25f</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"imI...</td>\n",
       "      <td>[BD，业务，采购，, 酒店/旅行社合作]</td>\n",
       "      <td>20210224104701</td>\n",
       "      <td>酒店签约产品经理</td>\n",
       "      <td>6-11k</td>\n",
       "      <td>广州</td>\n",
       "      <td>36091987</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>李先生</td>\n",
       "      <td>运营总监</td>\n",
       "      <td>84d19e79d4adc2a504612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>b4e202c249d928a12ab21b867543c76b</td>\n",
       "      <td>603486248f5866739fffda8207u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20200915191945</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>31738901</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>黄先生</td>\n",
       "      <td>产品助理</td>\n",
       "      <td>f07475d7118ceba61b4fb320fc878e26</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e2c8dc64bf6351839e99cda7b2bf580a</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"赵先生\",\"jobId\":\"57774837\",\"imI...</td>\n",
       "      <td>[证券类]</td>\n",
       "      <td>20230413144105</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>95-190k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57774837</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>赵先生</td>\n",
       "      <td>主管</td>\n",
       "      <td>1e5498df4dce42a25d79fdba0a3967fa</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2d0de3bc235cbab3fc2fe9bd357df766</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"39692293\",\"imI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>20230425172834</td>\n",
       "      <td>金融产品经理（荔湾）</td>\n",
       "      <td>10-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>39692293</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>a1326b4aa031c190160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>9d9295f7a1f638c6236e426b5716e306</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"陈先生\",\"jobId\":\"56178225\",\"imI...</td>\n",
       "      <td>[AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...</td>\n",
       "      <td>20230424094700</td>\n",
       "      <td>工业软件类产品经理</td>\n",
       "      <td>20-30k·15薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>56178225</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>政府/公共事业</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>cde70153db2be71b46fdeacabc467e13</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>bff8ec01d90be3ea5ed16923a471d079</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"辛女士\",\"jobId\":\"57403607\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230425100206</td>\n",
       "      <td>汽车金融产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57403607</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>辛女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>bae16f032a7686744d9e7338a5c7bfca</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>046651172d64e09f5d02a9af6547b82b</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"冯先生\",\"jobId\":\"35501707\",\"imI...</td>\n",
       "      <td>[有药品推广经验]</td>\n",
       "      <td>20230319130324</td>\n",
       "      <td>学术专员，产品经理</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州</td>\n",
       "      <td>35501707</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>冯先生</td>\n",
       "      <td>南方分公司总经理</td>\n",
       "      <td>d923c64c949977aa4a7a04e7d95591ea</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>d2ac9a8cac5bbad3e8c85cbad3b5eaf1</td>\n",
       "      <td>60fa5ce8df272149fdbf40d404u.png</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"范先生\",\"jobId\":\"55865853\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230207101835</td>\n",
       "      <td>基金产品经理</td>\n",
       "      <td>15-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>55865853</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>范先生</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>1f47205dfe869e16ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>9ba47e9cb781604871dc722f3e2cde0f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"齐先生\",\"jobId\":\"56880719\",\"imI...</td>\n",
       "      <td>[产品研发, 售后精品, 汽车周边, 产品管理]</td>\n",
       "      <td>20230312214411</td>\n",
       "      <td>综合产品经理</td>\n",
       "      <td>20-24k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>56880719</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>齐先生</td>\n",
       "      <td>产品部负责人</td>\n",
       "      <td>0c36a1c214fef01084fd6902234556e6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>2d5b7f3f9079eb1510d3dc2c58900bee</td>\n",
       "      <td>640aef4747903463b532bd2c01u.png</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"范先生\",\"jobId\":\"55865791\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230207101810</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>55865791</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>范先生</td>\n",
       "      <td>人力资源总监</td>\n",
       "      <td>1f47205dfe869e16ee7b65a82243fe9b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>9ba47e9cb781604871dc722f3e2cde0f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"袁先生\",\"jobId\":\"58049431\",\"imI...</td>\n",
       "      <td>[政务类, 用户研究, 需求分析, 产品规划, 市场调研, 产品设计]</td>\n",
       "      <td>20230423143230</td>\n",
       "      <td>政务产品经理</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>58049431</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>袁先生</td>\n",
       "      <td></td>\n",
       "      <td>27e73b21a581ba350c4b1b9ff48b0eae</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>10cbc838e93fc06dbe4d219d282636ca</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"华先生\",\"jobId\":\"57760491\",\"imI...</td>\n",
       "      <td>[内容产品, 产品设计]</td>\n",
       "      <td>20230413081853</td>\n",
       "      <td>内容产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>57760491</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>汽车零部件及配件</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>华先生</td>\n",
       "      <td>HR</td>\n",
       "      <td>49d14703a0acbdc96ee1c099e8f099da</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>4e80374f2d54473f6a78bbbd1d0670de</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"53594799\",\"imI...</td>\n",
       "      <td>[平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...</td>\n",
       "      <td>20221103164916</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-荔湾区</td>\n",
       "      <td>53594799</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>制药</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>总监</td>\n",
       "      <td>92e4013889b441b5fdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>4e366650a4524c9c02563d153d186cb7</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"48899397\",\"imI...</td>\n",
       "      <td>[酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]</td>\n",
       "      <td>20230424113206</td>\n",
       "      <td>境外酒店产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>48899397</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>旅游</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>杨女士</td>\n",
       "      <td></td>\n",
       "      <td>e2fcfbd34022bdbe8d0518f0e699d577</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>ac53287cf887cb447b2552f18be0733a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"庞先生\",\"jobId\":\"56894805\",\"imI...</td>\n",
       "      <td>[直播, 数据分析]</td>\n",
       "      <td>20230425093656</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>56894805</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>庞先生</td>\n",
       "      <td>招聘顾问</td>\n",
       "      <td>c8360f4548e3ad196c5c4f00792ec441</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>aad3d8eccb18b5d98f883f916cd83b3b</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"钟女士\",\"jobId\":\"24572291\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20220506134104</td>\n",
       "      <td>生命科学（分子检测）LIMS产品经理</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>24572291</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>钟女士</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>98edf36b7f36d00f4a7a04e7d95591ea</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>8665c85bb8b8067e91ab131ef8374d4e</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"颜女士\",\"jobId\":\"53309779\",\"imI...</td>\n",
       "      <td>[产品]</td>\n",
       "      <td>20230321173610</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53309779</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>其他金融</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>颜女士</td>\n",
       "      <td>人事</td>\n",
       "      <td>f4bc28e61040dab1c93dddf05a795d5c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>93f83bf9782514f16a294ddee29b6df1</td>\n",
       "      <td>6353b3472543000378bf170d06u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"54125519\",\"imI...</td>\n",
       "      <td>[市场调研]</td>\n",
       "      <td>20221222110703</td>\n",
       "      <td>产品经理（学术推广）-广东</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>54125519</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>杨女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>f8bf248bb5cd4ab8882b84a174d57208</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>8a61e0b7e42060b225a8a83c0cbc4e49</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"余女士\",\"jobId\":\"56730079\",\"imI...</td>\n",
       "      <td>[金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]</td>\n",
       "      <td>20230306165502</td>\n",
       "      <td>广发证券股份有限公司广州农林下路证券营业部-金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>56730079</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>余女士</td>\n",
       "      <td>营销总监</td>\n",
       "      <td>d84cb81ad76214c4c5715bb95c1c6de6</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>15e0f493a55c14bb6f3493ae47691f5b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"50049661\",\"imI...</td>\n",
       "      <td>[韩语]</td>\n",
       "      <td>20230424113206</td>\n",
       "      <td>韩国酒店产品经理</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>50049661</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>旅游</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>杨女士</td>\n",
       "      <td></td>\n",
       "      <td>e2fcfbd34022bdbe8d0518f0e699d577</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>ac53287cf887cb447b2552f18be0733a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"龙先生\",\"jobId\":\"47093443\",\"imI...</td>\n",
       "      <td>[SaaS产品, 产品规划, 产品优化, to B]</td>\n",
       "      <td>20220215205140</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>47093443</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>龙先生</td>\n",
       "      <td>产品负责人</td>\n",
       "      <td>bcd19d77fa6bc82a81f8dffd8c5b008c</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>3958660944f868444e71378e66863723</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"毛先生\",\"jobId\":\"55636839\",\"imI...</td>\n",
       "      <td>[电销经理]</td>\n",
       "      <td>20230130174517</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>55636839</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>银行</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>毛先生</td>\n",
       "      <td>业务总监</td>\n",
       "      <td>ee2aff53d45fd11b4b595caf25f6eb7a</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>e9cf70643c7eae8d9e73c46115eab04d</td>\n",
       "      <td>63d78fce00661523d507808007u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"娄先生\",\"jobId\":\"53500989\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20221205171441</td>\n",
       "      <td>国际产品经理</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>53500989</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>娄先生</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>2ffa8fb08c70eb0af7021d47b9950d0b</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>76fd9923d36f29acbba676ac01c0312a</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"39590177\",\"imI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>20230424151206</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>5-8k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>39590177</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>3b6165853891b4ee4383db9bf147ecbd</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>dcd1dddf83030297f7380afd6294198b</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"马女士\",\"jobId\":\"48569067\",\"imI...</td>\n",
       "      <td>[高通量测序, 质谱, 组学]</td>\n",
       "      <td>20221203095331</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-22k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>48569067</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>马女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>6067d2c624a88faaf0e943e3aa9ed4a9</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>b6316bedce83f31ea70e655910d89215</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"51518577\",\"imI...</td>\n",
       "      <td>[电商, 产品, 供应链]</td>\n",
       "      <td>20220824103340</td>\n",
       "      <td>国际化电商-供应链产品经理</td>\n",
       "      <td>30-45k·15薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>51518577</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>黄女士</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>3243574f293a8d900e33f8ac54fbf39e</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5b9ab7c2faadaf65ab11eb16ab3fb853</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"胡先生\",\"jobId\":\"55980327\",\"imI...</td>\n",
       "      <td>[定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 数...</td>\n",
       "      <td>20230209190007</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>55980327</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>8293df70a31e423293e1abff31d45a23</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>724911bf520dc40d8f99608c7d1ee0af</td>\n",
       "      <td>63e98cf04b15ad2cab01b29804u.png</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"胡先生\",\"jobId\":\"55978801\",\"imI...</td>\n",
       "      <td>[国企, 13薪, 年终奖]</td>\n",
       "      <td>20230209181306</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>9-14k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55978801</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>产品创新部副总经理（主持工作）</td>\n",
       "      <td>cfb884197789c25a966d2c65245014c5</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>d011cf1ea9220037dae4678703cb61f9</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"田先生\",\"jobId\":\"43530969\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20220516121015</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>7-10k·13薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>43530969</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>田先生</td>\n",
       "      <td>人力资源招聘HRBP绩效经理</td>\n",
       "      <td>3d916811f6aedd61ef38cb0ce6f46cd7</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>5553774e1dfc4bd94e578f26109225be</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"48163899\",\"imI...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20221008103218</td>\n",
       "      <td>区域产品经理（mNGS）-西安/广州/上海</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>48163899</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>生物技术</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人力资源伙伴(HRBP)</td>\n",
       "      <td>1fb3e61f8926f499f4067025f1d6ce6f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>6a7083e1f3e2922d3b5fb2b9a2385c0d</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"53924103\",\"imI...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>20230420101840</td>\n",
       "      <td>金融产品经理</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53924103</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>李女士</td>\n",
       "      <td></td>\n",
       "      <td>02e35f2a08b9fc5c3fdfd48a60fa880f</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>669e5f90772d8c1feb368512b0f92d2f</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "1   %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
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       "15  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "16  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "17  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "18  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "19  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "20  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "21  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
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       "23  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "24  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "25  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "26  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "27  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "28  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "29  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "30  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "31  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "32  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "33  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "34  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "35  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "36  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "37  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "38  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "39  %7B%22skId%22%3A%22wybibtz1aiszbjmi04npybw27lw...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"冯先生\",\"jobId\":\"57001973\",\"imI...   \n",
       "1   {\"recruiterName\":\"巢女士\",\"jobId\":\"57448565\",\"imI...   \n",
       "2   {\"recruiterName\":\"黎先生\",\"jobId\":\"55079225\",\"imI...   \n",
       "3   {\"recruiterName\":\"黎先生\",\"jobId\":\"55322015\",\"imI...   \n",
       "4   {\"recruiterName\":\"张女士\",\"jobId\":\"57678719\",\"imI...   \n",
       "5   {\"recruiterName\":\"潘女士\",\"jobId\":\"57723309\",\"imI...   \n",
       "6   {\"recruiterName\":\"纪女士\",\"jobId\":\"39588227\",\"imI...   \n",
       "7   {\"recruiterName\":\"陈女士\",\"jobId\":\"38193153\",\"imI...   \n",
       "8   {\"recruiterName\":\"覃女士\",\"jobId\":\"40364923\",\"imI...   \n",
       "9   {\"recruiterName\":\"李先生\",\"jobId\":\"36091987\",\"imI...   \n",
       "10  {\"recruiterName\":\"黄先生\",\"jobId\":\"31738901\",\"imI...   \n",
       "11  {\"recruiterName\":\"赵先生\",\"jobId\":\"57774837\",\"imI...   \n",
       "12  {\"recruiterName\":\"李女士\",\"jobId\":\"39692293\",\"imI...   \n",
       "13  {\"recruiterName\":\"陈先生\",\"jobId\":\"56178225\",\"imI...   \n",
       "14  {\"recruiterName\":\"辛女士\",\"jobId\":\"57403607\",\"imI...   \n",
       "15  {\"recruiterName\":\"冯先生\",\"jobId\":\"35501707\",\"imI...   \n",
       "16  {\"recruiterName\":\"范先生\",\"jobId\":\"55865853\",\"imI...   \n",
       "17  {\"recruiterName\":\"齐先生\",\"jobId\":\"56880719\",\"imI...   \n",
       "18  {\"recruiterName\":\"范先生\",\"jobId\":\"55865791\",\"imI...   \n",
       "19  {\"recruiterName\":\"袁先生\",\"jobId\":\"58049431\",\"imI...   \n",
       "20  {\"recruiterName\":\"华先生\",\"jobId\":\"57760491\",\"imI...   \n",
       "21  {\"recruiterName\":\"黄女士\",\"jobId\":\"53594799\",\"imI...   \n",
       "22  {\"recruiterName\":\"杨女士\",\"jobId\":\"48899397\",\"imI...   \n",
       "23  {\"recruiterName\":\"庞先生\",\"jobId\":\"56894805\",\"imI...   \n",
       "24  {\"recruiterName\":\"钟女士\",\"jobId\":\"24572291\",\"imI...   \n",
       "25  {\"recruiterName\":\"颜女士\",\"jobId\":\"53309779\",\"imI...   \n",
       "26  {\"recruiterName\":\"杨女士\",\"jobId\":\"54125519\",\"imI...   \n",
       "27  {\"recruiterName\":\"余女士\",\"jobId\":\"56730079\",\"imI...   \n",
       "28  {\"recruiterName\":\"杨女士\",\"jobId\":\"50049661\",\"imI...   \n",
       "29  {\"recruiterName\":\"龙先生\",\"jobId\":\"47093443\",\"imI...   \n",
       "30  {\"recruiterName\":\"毛先生\",\"jobId\":\"55636839\",\"imI...   \n",
       "31  {\"recruiterName\":\"娄先生\",\"jobId\":\"53500989\",\"imI...   \n",
       "32  {\"recruiterName\":\"李女士\",\"jobId\":\"39590177\",\"imI...   \n",
       "33  {\"recruiterName\":\"马女士\",\"jobId\":\"48569067\",\"imI...   \n",
       "34  {\"recruiterName\":\"黄女士\",\"jobId\":\"51518577\",\"imI...   \n",
       "35  {\"recruiterName\":\"胡先生\",\"jobId\":\"55980327\",\"imI...   \n",
       "36  {\"recruiterName\":\"胡先生\",\"jobId\":\"55978801\",\"imI...   \n",
       "37  {\"recruiterName\":\"田先生\",\"jobId\":\"43530969\",\"imI...   \n",
       "38  {\"recruiterName\":\"王女士\",\"jobId\":\"48163899\",\"imI...   \n",
       "39  {\"recruiterName\":\"李女士\",\"jobId\":\"53924103\",\"imI...   \n",
       "\n",
       "                                           job.labels job.refreshTime  \\\n",
       "0                                   [to C, 电子商务, 消费品]  20230421184419   \n",
       "1   [数据产品, 食品饮料, 消费品, 竞品分析, 需求调研, 市场调研, 产品规划, 用户研究...  20230331105047   \n",
       "2                                              [to B]  20221215110632   \n",
       "3                                              [to B]  20230104143051   \n",
       "4                                               [证券类]  20230410203802   \n",
       "5   [电子商务, Axure, 小程序产品, 需求分析, 用户研究, Xmind, 交互设计, ...  20230426100113   \n",
       "6                                              [金融产品]  20210527172606   \n",
       "7                      [支付产品, 支付行业, 产品设计, 产品规划, 用户研究]  20210415123107   \n",
       "8                                                  []  20211116112740   \n",
       "9                               [BD，业务，采购，, 酒店/旅行社合作]  20210224104701   \n",
       "10                                                 []  20200915191945   \n",
       "11                                              [证券类]  20230413144105   \n",
       "12                                             [金融产品]  20230425172834   \n",
       "13  [AI人工智能产品, 增长产品, 电子/半导体/集成电路, 人工智能, 科研/技术服务, 制...  20230424094700   \n",
       "14                                                 []  20230425100206   \n",
       "15                                          [有药品推广经验]  20230319130324   \n",
       "16                                                 []  20230207101835   \n",
       "17                           [产品研发, 售后精品, 汽车周边, 产品管理]  20230312214411   \n",
       "18                                                 []  20230207101810   \n",
       "19                [政务类, 用户研究, 需求分析, 产品规划, 市场调研, 产品设计]  20230423143230   \n",
       "20                                       [内容产品, 产品设计]  20230413081853   \n",
       "21  [平台产品, 产品规划, 产品设计, Axure, 需求挖掘, 后台产品, 医疗行业, to...  20221103164916   \n",
       "22                         [酒店行业, 烟草酒水, 住宿/餐饮业, 旅游行业]  20230424113206   \n",
       "23                                         [直播, 数据分析]  20230425093656   \n",
       "24                                                 []  20220506134104   \n",
       "25                                               [产品]  20230321173610   \n",
       "26                                             [市场调研]  20221222110703   \n",
       "27             [金融产品经理, 五险一金, 定期体检, 带薪年假, 专业培训, 绩效奖金]  20230306165502   \n",
       "28                                               [韩语]  20230424113206   \n",
       "29                         [SaaS产品, 产品规划, 产品优化, to B]  20220215205140   \n",
       "30                                             [电销经理]  20230130174517   \n",
       "31                                                 []  20221205171441   \n",
       "32                                             [金融产品]  20230424151206   \n",
       "33                                    [高通量测序, 质谱, 组学]  20221203095331   \n",
       "34                                      [电商, 产品, 供应链]  20220824103340   \n",
       "35  [定价/竞价产品, 海外产品, 策略产品, 化妆品, 市场调研, 产品规划, 用户研究, 数...  20230209190007   \n",
       "36                                     [国企, 13薪, 年终奖]  20230209181306   \n",
       "37                                                 []  20220516121015   \n",
       "38                                                 []  20221008103218   \n",
       "39                                             [金融产品]  20230420101840   \n",
       "\n",
       "                       job.title  job.salary  job.dq job.jobId  job.topJob  \\\n",
       "0                       eWMS产品经理  20-40k·14薪  广州-天河区  57001973       False   \n",
       "1            产品经理（高级产品经理&资深产品经理）       9-20k  广州-南沙区  57448565       False   \n",
       "2                       （储备）产品经理      13-16k  广州-天河区  55079225       False   \n",
       "3             （储备）产品经理--20-22届本科      10-14k  广州-天河区  55322015       False   \n",
       "4                         金融产品经理       5-10k  广州-越秀区  57678719       False   \n",
       "5                 产品经理（凡科商城SaaS）       8-11k  广州-海珠区  57723309       False   \n",
       "6                         金融产品经理       5-10k      广州  39588227       False   \n",
       "7                      储备干部—产品经理        2-3k  广州-天河区  38193153       False   \n",
       "8                          车产品经理      15-30k  广州-南沙区  40364923       False   \n",
       "9                       酒店签约产品经理       6-11k      广州  36091987       False   \n",
       "10                          产品经理      15-30k  广州-黄埔区  31738901       False   \n",
       "11                        金融产品经理     95-190k  广州-越秀区  57774837       False   \n",
       "12                    金融产品经理（荔湾）      10-25k      广州  39692293       False   \n",
       "13                     工业软件类产品经理  20-30k·15薪  广州-黄埔区  56178225       False   \n",
       "14                      汽车金融产品经理      15-25k  广州-天河区  57403607       False   \n",
       "15                     学术专员，产品经理       8-12k      广州  35501707       False   \n",
       "16                        基金产品经理      15-40k      广州  55865853       False   \n",
       "17                        综合产品经理  20-24k·15薪  广州-海珠区  56880719       False   \n",
       "18                          产品经理      15-40k      广州  55865791       False   \n",
       "19                        政务产品经理      12-20k  广州-海珠区  58049431       False   \n",
       "20                        内容产品经理      20-30k      广州  57760491       False   \n",
       "21                        高级产品经理      20-30k  广州-荔湾区  53594799       False   \n",
       "22                      境外酒店产品经理      15-25k  广州-番禺区  48899397       False   \n",
       "23                          产品经理      20-30k  广州-越秀区  56894805       False   \n",
       "24            生命科学（分子检测）LIMS产品经理      20-30k  广州-天河区  24572291       False   \n",
       "25                        金融产品经理      10-15k  广州-天河区  53309779       False   \n",
       "26                 产品经理（学术推广）-广东      15-20k      广州  54125519       False   \n",
       "27  广发证券股份有限公司广州农林下路证券营业部-金融产品经理       5-10k  广州-越秀区  56730079       False   \n",
       "28                      韩国酒店产品经理      15-25k  广州-番禺区  50049661       False   \n",
       "29                        高级产品经理      10-15k      广州  47093443       False   \n",
       "30                        金融产品经理      10-15k      广州  55636839       False   \n",
       "31                        国际产品经理      12-15k  广州-黄埔区  53500989       False   \n",
       "32                        金融产品经理        5-8k  广州-番禺区  39590177       False   \n",
       "33                          产品经理      12-22k  广州-海珠区  48569067       False   \n",
       "34                 国际化电商-供应链产品经理  30-45k·15薪  广州-海珠区  51518577       False   \n",
       "35                          产品经理  15-30k·14薪  广州-白云区  55980327       False   \n",
       "36                          产品经理   9-14k·13薪  广州-天河区  55978801       False   \n",
       "37                          产品经理   7-10k·13薪  广州-黄埔区  43530969       False   \n",
       "38         区域产品经理（mNGS）-西安/广州/上海      10-15k  广州-越秀区  48163899       False   \n",
       "39                        金融产品经理       5-10k  广州-天河区  53924103       False   \n",
       "\n",
       "   job.jobKind  ... comp.compIndustry comp.compScale recruiter.recruiterName  \\\n",
       "0            2  ...                日化       10000人以上                     冯先生   \n",
       "1            2  ...          食品/饮料/酒水     1000-2000人                     巢女士   \n",
       "2            2  ...              IT服务       500-999人                     黎先生   \n",
       "3            2  ...              IT服务       500-999人                     黎先生   \n",
       "4            2  ...          基金/证券/期货          1-49人                     张女士   \n",
       "5            2  ...               互联网       500-999人                     潘女士   \n",
       "6            2  ...          基金/证券/期货     2000-5000人                     纪女士   \n",
       "7            2  ...              科技金融         50-99人                     陈女士   \n",
       "8            2  ...              整车制造     1000-2000人                     覃女士   \n",
       "9            2  ...             酒店/民宿          1-49人                     李先生   \n",
       "10           2  ...             计算机软件    5000-10000人                     黄先生   \n",
       "11           2  ...          基金/证券/期货    5000-10000人                     赵先生   \n",
       "12           2  ...          基金/证券/期货     2000-5000人                     李女士   \n",
       "13           2  ...           政府/公共事业       100-499人                     陈先生   \n",
       "14           2  ...              整车制造       10000人以上                     辛女士   \n",
       "15           2  ...                制药    5000-10000人                     冯先生   \n",
       "16           2  ...          基金/证券/期货          1-49人                     范先生   \n",
       "17           2  ...              整车制造       100-499人                     齐先生   \n",
       "18           2  ...          基金/证券/期货          1-49人                     范先生   \n",
       "19           2  ...            专业技术服务       500-999人                     袁先生   \n",
       "20           2  ...          汽车零部件及配件     2000-5000人                     华先生   \n",
       "21           2  ...                制药       10000人以上                     黄女士   \n",
       "22           2  ...                旅游       100-499人                     杨女士   \n",
       "23           2  ...            专业技术服务         50-99人                     庞先生   \n",
       "24           2  ...             计算机软件       500-999人                     钟女士   \n",
       "25           2  ...              其他金融         50-99人                     颜女士   \n",
       "26           2  ...              医疗器械     1000-2000人                     杨女士   \n",
       "27           2  ...          基金/证券/期货         50-99人                     余女士   \n",
       "28           2  ...                旅游       100-499人                     杨女士   \n",
       "29           2  ...               互联网         50-99人                     龙先生   \n",
       "30           2  ...                银行         50-99人                     毛先生   \n",
       "31           2  ...              医疗器械       100-499人                     娄先生   \n",
       "32           2  ...          基金/证券/期货     2000-5000人                     李女士   \n",
       "33           2  ...              生物技术          1-49人                     马女士   \n",
       "34           2  ...               互联网       10000人以上                     黄女士   \n",
       "35           2  ...              电子商务         50-99人                     胡先生   \n",
       "36           2  ...            专业技术服务         50-99人                     胡先生   \n",
       "37           2  ...          食品/饮料/酒水     2000-5000人                     田先生   \n",
       "38           2  ...              生物技术       100-499人                     王女士   \n",
       "39           2  ...          基金/证券/期货     2000-5000人                     李女士   \n",
       "\n",
       "   recruiter.recruiterTitle                    recruiter.imId  \\\n",
       "0                 Recruiter  fadfc2ceb1f0029d4ad85438c465a917   \n",
       "1                        HR  6ab9ed693b6c1c9ef72c2cb241b5d2db   \n",
       "2                        HR  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       "3                        HR  c819e8883726ef7e8f669bb17ec3d8eb   \n",
       "4                      营销后勤  5db5e3b62255ab0ad13849bb1c3ef75a   \n",
       "5                      招聘经理  d5b785128e48827bf0e943e3aa9ed4a9   \n",
       "6                            dfd87038bcffad82351ff05530f680dd   \n",
       "7                        HR  d0ae3dde372a86174383db9bf147ecbd   \n",
       "8                     信息化总监  a52981d937e43ae4351ff05530f680dd   \n",
       "9                      运营总监  84d19e79d4adc2a504612e645251413c   \n",
       "10                     产品助理  f07475d7118ceba61b4fb320fc878e26   \n",
       "11                       主管  1e5498df4dce42a25d79fdba0a3967fa   \n",
       "12                           a1326b4aa031c190160bef405ccde8ba   \n",
       "13                           cde70153db2be71b46fdeacabc467e13   \n",
       "14                     HRBP  bae16f032a7686744d9e7338a5c7bfca   \n",
       "15                 南方分公司总经理  d923c64c949977aa4a7a04e7d95591ea   \n",
       "16                   人力资源总监  1f47205dfe869e16ee7b65a82243fe9b   \n",
       "17                   产品部负责人  0c36a1c214fef01084fd6902234556e6   \n",
       "18                   人力资源总监  1f47205dfe869e16ee7b65a82243fe9b   \n",
       "19                           27e73b21a581ba350c4b1b9ff48b0eae   \n",
       "20                       HR  49d14703a0acbdc96ee1c099e8f099da   \n",
       "21                       总监  92e4013889b441b5fdb07c5a03f49b8b   \n",
       "22                           e2fcfbd34022bdbe8d0518f0e699d577   \n",
       "23                     招聘顾问  c8360f4548e3ad196c5c4f00792ec441   \n",
       "24                     HRBP  98edf36b7f36d00f4a7a04e7d95591ea   \n",
       "25                       人事  f4bc28e61040dab1c93dddf05a795d5c   \n",
       "26                     招聘专员  f8bf248bb5cd4ab8882b84a174d57208   \n",
       "27                     营销总监  d84cb81ad76214c4c5715bb95c1c6de6   \n",
       "28                           e2fcfbd34022bdbe8d0518f0e699d577   \n",
       "29                    产品负责人  bcd19d77fa6bc82a81f8dffd8c5b008c   \n",
       "30                     业务总监  ee2aff53d45fd11b4b595caf25f6eb7a   \n",
       "31                     HRBP  2ffa8fb08c70eb0af7021d47b9950d0b   \n",
       "32                           3b6165853891b4ee4383db9bf147ecbd   \n",
       "33                       HR  6067d2c624a88faaf0e943e3aa9ed4a9   \n",
       "34                  招聘经理/主管  3243574f293a8d900e33f8ac54fbf39e   \n",
       "35                     猎头顾问  8293df70a31e423293e1abff31d45a23   \n",
       "36          产品创新部副总经理（主持工作）  cfb884197789c25a966d2c65245014c5   \n",
       "37           人力资源招聘HRBP绩效经理  3d916811f6aedd61ef38cb0ce6f46cd7   \n",
       "38             人力资源伙伴(HRBP)  1fb3e61f8926f499f4067025f1d6ce6f   \n",
       "39                           02e35f2a08b9fc5c3fdfd48a60fa880f   \n",
       "\n",
       "   recruiter.imUserType  recruiter.chatted             recruiter.recruiterId  \\\n",
       "0                     2              False  f7de5de3cbf7fd89b9bfda7f445931e2   \n",
       "1                     2              False  5f7637977411b86467332ec93bce4deb   \n",
       "2                     2              False  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       "3                     2              False  5101bdeab7487e5c1d0a1fdec36fba93   \n",
       "4                     2              False  221a63b5ccc754dccedc73674aa09304   \n",
       "5                     2              False  00a147b384567427fd08789b64b2ab78   \n",
       "6                     2              False  7ca01ec408ef1d30ae8e48b4e676e58b   \n",
       "7                     2              False  913622d8dc81eb0e78ae6c25a4ad1833   \n",
       "8                     2              False  4c1479d6012e7b86caa970d322aac25f   \n",
       "9                     2              False  b4e202c249d928a12ab21b867543c76b   \n",
       "10                    2              False  e2c8dc64bf6351839e99cda7b2bf580a   \n",
       "11                    2              False  2d0de3bc235cbab3fc2fe9bd357df766   \n",
       "12                    2              False  9d9295f7a1f638c6236e426b5716e306   \n",
       "13                    2              False  bff8ec01d90be3ea5ed16923a471d079   \n",
       "14                    2              False  046651172d64e09f5d02a9af6547b82b   \n",
       "15                    2              False  d2ac9a8cac5bbad3e8c85cbad3b5eaf1   \n",
       "16                    2              False  9ba47e9cb781604871dc722f3e2cde0f   \n",
       "17                    2              False  2d5b7f3f9079eb1510d3dc2c58900bee   \n",
       "18                    2              False  9ba47e9cb781604871dc722f3e2cde0f   \n",
       "19                    2              False  10cbc838e93fc06dbe4d219d282636ca   \n",
       "20                    2              False  4e80374f2d54473f6a78bbbd1d0670de   \n",
       "21                    2              False  4e366650a4524c9c02563d153d186cb7   \n",
       "22                    2              False  ac53287cf887cb447b2552f18be0733a   \n",
       "23                    2              False  aad3d8eccb18b5d98f883f916cd83b3b   \n",
       "24                    2              False  8665c85bb8b8067e91ab131ef8374d4e   \n",
       "25                    2              False  93f83bf9782514f16a294ddee29b6df1   \n",
       "26                    2              False  8a61e0b7e42060b225a8a83c0cbc4e49   \n",
       "27                    2              False  15e0f493a55c14bb6f3493ae47691f5b   \n",
       "28                    2              False  ac53287cf887cb447b2552f18be0733a   \n",
       "29                    2              False  3958660944f868444e71378e66863723   \n",
       "30                    2              False  e9cf70643c7eae8d9e73c46115eab04d   \n",
       "31                    2              False  76fd9923d36f29acbba676ac01c0312a   \n",
       "32                    2              False  dcd1dddf83030297f7380afd6294198b   \n",
       "33                    2              False  b6316bedce83f31ea70e655910d89215   \n",
       "34                    2              False  5b9ab7c2faadaf65ab11eb16ab3fb853   \n",
       "35                    2              False  724911bf520dc40d8f99608c7d1ee0af   \n",
       "36                    2              False  d011cf1ea9220037dae4678703cb61f9   \n",
       "37                    2              False  5553774e1dfc4bd94e578f26109225be   \n",
       "38                    2              False  6a7083e1f3e2922d3b5fb2b9a2385c0d   \n",
       "39                    2              False  669e5f90772d8c1feb368512b0f92d2f   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compStage  \n",
       "0   63a9534728c57209b0f4aa0505u.png            NaN  \n",
       "1   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       "2   5f8f986bdfb13a7dee342f2108u.jpg             B轮  \n",
       "3   5f8f986bdfb13a7dee342f2108u.jpg             B轮  \n",
       "4   5f8f9863f6d1ab58476f246a08u.jpg          融资未公开  \n",
       "5   5f8f98648dbe6273dcf8515508u.jpg          新三板上市  \n",
       "6   5f8f9866dfb13a7dee342f1808u.jpg           港股上市  \n",
       "7   5f8f986779c7cc70efbf36c008u.jpg            NaN  \n",
       "8   5f8f9866dfb13a7dee342f1808u.jpg            NaN  \n",
       "9   603486248f5866739fffda8207u.png          融资未公开  \n",
       "10  5f8f986bdfb13a7dee342f2108u.jpg           战略投资  \n",
       "11  5f8f986c79c7cc70efbf36c808u.jpg            已上市  \n",
       "12  5f8f9865ea60860b75384fa508u.jpg           港股上市  \n",
       "13  5f8f98698dbe6273dcf8516008u.jpg            NaN  \n",
       "14  5f8f9863f6d1ab58476f246a08u.jpg           美股上市  \n",
       "15  60fa5ce8df272149fdbf40d404u.png           战略投资  \n",
       "16  5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       "17  640aef4747903463b532bd2c01u.png             B轮  \n",
       "18  5f8f986aea60860b75384fab08u.jpg            NaN  \n",
       "19  5f8f9868f6d1ab58476f24a008u.jpg           战略投资  \n",
       "20  5f8f98698dbe6273dcf8516008u.jpg         沪深A股上市  \n",
       "21  5f8f9863f6d1ab58476f246a08u.jpg         沪深A股上市  \n",
       "22  5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       "23  5f8f98698dbe6273dcf8516008u.jpg            NaN  \n",
       "24  5f8f98648dbe6273dcf8515508u.jpg            NaN  \n",
       "25  6353b3472543000378bf170d06u.png          融资未公开  \n",
       "26  5f8f9865ea60860b75384fa508u.jpg         沪深A股上市  \n",
       "27  5f8f9865ea60860b75384fa508u.jpg          融资未公开  \n",
       "28  5f8f9863f6d1ab58476f246a08u.jpg            NaN  \n",
       "29  5f8f986aea60860b75384fab08u.jpg             A轮  \n",
       "30  63d78fce00661523d507808007u.png            NaN  \n",
       "31  5f8f98698dbe6273dcf8516008u.jpg            NaN  \n",
       "32  5f8f986779c7cc70efbf36c008u.jpg           港股上市  \n",
       "33  5f8f98648dbe6273dcf8515508u.jpg             B轮  \n",
       "34  5f8f9865ea60860b75384fa508u.jpg             其他  \n",
       "35  63e98cf04b15ad2cab01b29804u.png            NaN  \n",
       "36  5f8f9868f6d1ab58476f24a008u.jpg            NaN  \n",
       "37  5f8f986c79c7cc70efbf36c808u.jpg         沪深A股上市  \n",
       "38  5f8f986779c7cc70efbf36c008u.jpg             A轮  \n",
       "39  5f8f9865ea60860b75384fa508u.jpg           港股上市  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9a9ae723",
   "metadata": {},
   "source": [
    "# 翻页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d488c42d",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b6b015af",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "8bf5dbaf",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'mainSearchPoConditionFron'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Input \u001b[1;32mIn [33]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mpayload\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdata\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmainSearchPoConditionFron\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcurrenPage\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m2\u001b[39m\u001b[38;5;124m'\u001b[39m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'mainSearchPoConditionFron'"
     ]
    }
   ],
   "source": [
    "payload['data']['mainSearchPoConditionFron']['currenPage']='2'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8c0c89e0",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3bdd4b4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload_page = [for page in range(0,21)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "0623db1e",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'mainSearchPeConditionForn'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Input \u001b[1;32mIn [34]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      1\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m page \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(\u001b[38;5;241m0\u001b[39m,\u001b[38;5;241m21\u001b[39m):\n\u001b[1;32m----> 2\u001b[0m     \u001b[43mpayload\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mdata\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mmainSearchPeConditionForn\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcurrentPage\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m page\n\u001b[0;32m      3\u001b[0m     \u001b[38;5;28mprint\u001b[39m(payload)\n\u001b[0;32m      4\u001b[0m     \u001b[38;5;28mprint\u001b[39m()\n",
      "\u001b[1;31mKeyError\u001b[0m: 'mainSearchPeConditionForn'"
     ]
    }
   ],
   "source": [
    "results = []\n",
    "results_df = []\n",
    "for page in range(0,21):\n",
    "    payload['data']['mainSearchPeConditionForn']['currentPage'] = page\n",
    "    print(payload)\n",
    " # 等待请求，请求代码如下\n",
    "    r = requests.post(url,data=json.dumps(payload),headers=headers) # 请求翻页\n",
    "    results.append(r.json())\n",
    "    # 请求的数据进行表格输出\n",
    "    results_df.append(pd.json_nomalize(results[page]['data']['data']['jobCardList']))\n",
    " #   print()\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ee8de1fb",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "852c6f91",
   "metadata": {},
   "outputs": [],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bccaaf82",
   "metadata": {},
   "outputs": [],
   "source": [
    "len(results)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e4fe1960",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "4c8d3c6e",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'pandas' has no attribute 'json_nomalize'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[1;32mIn [35]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mjson_nomalize\u001b[49m(results[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjobCardList\u001b[39m\u001b[38;5;124m'\u001b[39m])\n",
      "File \u001b[1;32m~\\anaconda3\\lib\\site-packages\\pandas\\__init__.py:261\u001b[0m, in \u001b[0;36m__getattr__\u001b[1;34m(name)\u001b[0m\n\u001b[0;32m    257\u001b[0m     \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01marrays\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01msparse\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m SparseArray \u001b[38;5;28;01mas\u001b[39;00m _SparseArray\n\u001b[0;32m    259\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m _SparseArray\n\u001b[1;32m--> 261\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mAttributeError\u001b[39;00m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmodule \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpandas\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m has no attribute \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mname\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mAttributeError\u001b[0m: module 'pandas' has no attribute 'json_nomalize'"
     ]
    }
   ],
   "source": [
    "pd.json_nomalize(results[0]['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "39420580",
   "metadata": {},
   "source": [
    "* 需求：表格合并"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "62347f7f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_liepin_PM = pd.contact(results_df)\n",
    "df_liepin_PM\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a391a0da",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_liepin_PM.info"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "937af4a4",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_liepin_PM_analysis = df_liepin_PM[['job.labels','job.title','job.salary','job.dq','comp.conpScale','comp.compName','job.requireWorkYears','job.requireEduLevel']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b238cc9c",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_liepin_PM_analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79a5b457",
   "metadata": {},
   "source": [
    "> 1. labels ===> 词云图\n",
    "> 2. title ===> 高频职位（规范）\n",
    "> 3. salary ===> 大概：PM的岗位薪资（平均、最高、最少）运营，前端，UI，数据PM（增长PM,增长黑客，用户增长），设计PM\n",
    "> 4. dq ===> 地图（岗位数量分布），不同职位数量分布\n",
    "> 5. Scale ===> 人数分布\n",
    "> 6. 公司名称 ===> Top职位较多的公司有哪些\n",
    "> 7. WorkYears ===> 薪资和工作时间的关系，职位和工作年限的关系\n",
    "> 8. EduLevel ===> 广州PM对于学历的要求，学历和薪资之间关系"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8907289",
   "metadata": {},
   "source": [
    "1. labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "e69e0c7a",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'df_liepin_PM_analysis' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "Input \u001b[1;32mIn [36]\u001b[0m, in \u001b[0;36m<cell line: 1>\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[0m \u001b[43mdf_liepin_PM_analysis\u001b[49m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjob.labels\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mvalues\n",
      "\u001b[1;31mNameError\u001b[0m: name 'df_liepin_PM_analysis' is not defined"
     ]
    }
   ],
   "source": [
    "df_liepin_PM_analysis['job.labels'].values_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "04c637f6",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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